Commands.txt

### Custom Functions: Count & Print Info ###

conda env create -f conda-cpu.yml

conda activate yolov4-cpu

################################################################################################################

# Convert darknet weights to tensorflow #

# First rename line 14 in ./core/config.py to "coco.names"

## yolov4
python save_model.py --weights ./data/yolov4.weights --output ./checkpoints/yolov4-416 --input_size 416 --model yolov4

# Run yolov4 tensorflow model on single image
# Count the detections
python detect.py --weights ./checkpoints/yolov4-416 --size 416 --model yolov4 --images ./data/images/dog.jpg --count

# Print info
python detect.py --weights ./checkpoints/yolov4-416 --size 416 --model yolov4 --images ./data/images/dog.jpg --count --info

# Multiple images
python detect.py --weights ./checkpoints/yolov4-416 --size 416 --model yolov4 --images "./data/images/Cars.jpg, ./data/images/kite.jpg" --count

# Run yolov4 on video
python detect_video.py --weights ./checkpoints/yolov4-416 --size 416 --model yolov4 --video ./data/video/test_video.mp4 --output ./detections/test_video.mp4 --count

# Crop the detections on video
python detect_video.py --weights ./checkpoints/yolov4-416 --size 416 --model yolov4 --video ./data/video/test_video.mp4 --output ./detections/test_video.mp4 --count --crop

# Run yolov4 on webcam
python detect_video.py --weights ./checkpoints/yolov4-416 --size 416 --model yolov4 --video 0 --output ./detections/webcam_video.mp4 --count


#########################################################################################################################

# License plate detection and recognition

# First rename line 14 in ./core/config.py to "custom.names"

# custom yolov4
python save_model.py --weights ./data/custom.weights --output ./checkpoints/custom-416 --input_size 416 --model yolov4

# Run custom yolov4 tensorflow model
python detect.py --weights ./checkpoints/custom-416 --size 416 --model yolov4 --images ./data/plates/car.jpg


# Run License Plate Recognition on images
python detect.py --weights ./checkpoints/custom-416 --size 416 --model yolov4 --images ./data/plates/car2.jpg --plate


# Run License Plate Recognition on video
python detect_video.py --weights ./checkpoints/custom-416 --size 416 --model yolov4 --video ./data/video/license_plate.mp4 --output ./detections/recognition.mp4 --plate


# Recommended Route
python detect_video.py --weights ./checkpoints/custom-416 --size 416 --model yolov4 --video ./data/video/license_plate.mp4 --output ./detections/recognition.mp4 --crop


# OCR on any image
python detect.py --weights ./checkpoints/yolov4-416 --size 416 --model yolov4 --images ./data/images/dog.jpg --ocr